qdrant-migration-tool: Research & Knowledge for AI Agents | OpenAgentSkill

Overview

Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. Use when someone asks 'how do I migrate from Pinecone/Weaviate/Milvus/Elasticsearch/OpenSearch/pgvector/s3/Azure/Chroma/Redis/MongoDB/FAISS/Solr to Qdrant', 'move my vector database to Qdrant', 'is there a migration tool for Qdrant', 'my migration got interrupted, how do I resume it', 'migration is too slow', or 'collection wasn't created after migration'. Also use when picking migration batch size, deciding on `--net=host`, or verifying data after a migration.

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Qdrant Migration Tool

The tool is a Docker container (registry.cloud.qdrant.io/library/qdrant-migration), not a library you import. It streams data in batches through the machine it runs on rather than connecting source and target directly, and it resumes by default rather than restarting from scratch. Migrate to Qdrant

Picking the Right Subcommand

Use when: starting a new migration and choosing the source-specific CLI subcommand.

Match the source to its subcommand: pinecone, weaviate, milvus, elasticsearch, opensearch, pg (pgvector), s3 (S3 Vectors), azure (Azure AI Search), chroma, redis, mongodb, faiss, solr, or qdrant. Migrate to Qdrant
Weaviate, Redis, MongoDB, and Apache Solr do not auto-create the target collection; create it in Qdrant first with matching vector size and distance metric before running the migration. All other sources auto-create it.
Each source has its own credential and mapping guide; read it before running the migration, since concept mapping (namespaces, indexes, metadata fields) is source-specific. Pinecone Weaviate Milvus Elasticsearch OpenSearch Azure AI search pgvector S3 Vectors Chroma Redis MongoDB FAISS Apache Solr Qdrant-to-Qdrant
Source not listed? Point to the GitHub issue tracker rather than improvising a custom pipeline. Open an issue

Running Against Local Instances

Use when: either the source or target database runs on the same machine as the migration container.

Add --net=host to the docker run command; without it, the container cannot resolve localhost on the host machine. Migrate to Qdrant
Run the container on a machine with low latency to both databases. Direct source-target connectivity is not required since the tool streams through wherever it runs, but round trips from the migration host to each database still add up.

Migration Was Interrupted

Use when: a migration stopped partway through and needs to continue, or needs to be re-run from zero.

Re-run the exact same command. Progress is tracked in the _migration_offsets collection in Qdrant, so it resumes automatically rather than re-copying already-migrated points.
Pass --migration.restart to discard saved progress and start over, e.g. after fixing a bad source-side filter or changing collection schema mid-migration.
Custom offsets-collection name only matters if you're running multiple concurrent migrations into the same Qdrant instance; otherwise leave --migration.offsets-collection at its default to avoid tracking state you'll forget to look for later.

Migration Is Too Slow

Use when: throughput is too low for the size of the source dataset.

Raise --migration.batch-size from the default of 50 to 256 or 512 for large migrations; small batches under-use each upsert round trip.
--migration.num-workers only exists for the pg and qdrant subcommands; other sources have no parallel-worker flag, so throughput there is bounded by batch size and network proximity alone.
--migration.batch-delay defaults to 0; only raise it deliberately to throttle load on a source database that can't absorb full-speed reads, not as a default tuning knob.
Run the container close to both databases rather than over a slow network path, since the tool has no way to compensate for source/target latency.

After Migration

Use when: the migration command finished and data needs to be trusted before cutting over traffic.

Run through the verification framework rather than spot-checking a few points: it covers pre-migration baselines, data integrity checks, and search-quality validation, not just point counts. Migration Verification Guide
If Postgres/pgvector stays live alongside Qdrant post-migration, set up an ongoing sync strategy (event-driven, batch, or dual-write) instead of treating the migration as a one-time cutover. Keeping Postgres in Sync

What NOT to Do

Assume Weaviate, Redis, MongoDB, or Solr auto-create the target collection; these sources don't expose vector dimensions or distance metric to the tool, so the collection must be created manually first with settings that exactly match the source. Migrate to Qdrant
Point the faiss subcommand at a quantized FAISS index; only IndexFlatL2, IndexFlatIP, IndexHNSWFlat, and IndexIVFFlat are supported, since quantized indexes don't retain the original vectors. FAISS
Assume every Pinecone index can be migrated; only serverless indexes support the list operation the tool needs to enumerate vectors.Pinecone
Run a qdrant-to-qdrant migration into an existing target collection without checking its vector size first; source and target dimensions must match exactly, only replication and shard settings are allowed to differ.
Connect over TLS to a source or target signed by a private or self-signed CA without mounting it via SSL_CERT_FILE; the migration fails on certificate verification instead of degrading gracefully, and --skip-tls-verification should be a deliberate override, not a default fix.
Pass --migration.restart out of caution on a healthy resume; it discards saved progress and re-streams data that already migrated.
Treat a completed migration run as verified without running data integrity and search quality checks.

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File metadata

name: qdrant-migration-tool
description: "Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. Use when someone asks 'how do I migrate from Pinecone/Weaviate/Milvus/Elasticsearch/OpenSearch/pgvector/s3/Azure/Chroma/Redis/MongoDB/FAISS/Solr to Qdrant', 'move my vector database to Qdrant', 'is there a migration tool for Qdrant', 'my migration got interrupted, how do I resume it', 'migration is too slow', or 'collection wasn't created after migration'. Also use when picking migration batch size, deciding on `--net=host`, or verifying data after a migration."

View original text

---
name: qdrant-migration-tool
description: "Guides use of the Qdrant Migration Tool CLI to move vectors, metadata, and sparse embeddings from another vector database into Qdrant. Use when someone asks 'how do I migrate from Pinecone/Weaviate/Milvus/Elasticsearch/OpenSearch/pgvector/s3/Azure/Chroma/Redis/MongoDB/FAISS/Solr to Qdrant', 'move my vector database to Qdrant', 'is there a migration tool for Qdrant', 'my migration got interrupted, how do I resume it', 'migration is too slow', or 'collection wasn't created after migration'. Also use when picking migration batch size, deciding on `--net=host`, or verifying data after a migration."
---

# Qdrant Migration Tool

The tool is a Docker container (`registry.cloud.qdrant.io/library/qdrant-migration`), not a library you import. It streams data in batches through the machine it runs on rather than connecting source and target directly, and it resumes by default rather than restarting from scratch. [Migrate to Qdrant](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/)

## Picking the Right Subcommand

Use when: starting a new migration and choosing the source-specific CLI subcommand.

- Match the source to its subcommand: `pinecone`, `weaviate`, `milvus`, `elasticsearch`, `opensearch`, `pg` (pgvector), `s3` (S3 Vectors), `azure` (Azure AI Search), `chroma`, `redis`, `mongodb`, `faiss`, `solr`, or `qdrant`. [Migrate to Qdrant](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/)
- Weaviate, Redis, MongoDB, and Apache Solr do not auto-create the target collection; create it in Qdrant first with matching vector size and distance metric before running the migration. All other sources auto-create it.
- Each source has its own credential and mapping guide; read it before running the migration, since concept mapping (namespaces, indexes, metadata fields) is source-specific. [Pinecone](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-pinecone/) [Weaviate](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-weaviate/) [Milvus](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-milvus/) [Elasticsearch](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-elasticsearch/) [OpenSearch](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-opensearch/) [Azure AI search](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-azure-search/) [pgvector](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-pgvector/) [S3 Vectors](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-s3-vectors/) [Chroma](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-chroma/) [Redis](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-redis/) [MongoDB](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-mongodb/) [FAISS](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-faiss/) [Apache Solr](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-solr/) [Qdrant-to-Qdrant](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-qdrant/)
- Source not listed? Point to the GitHub issue tracker rather than improvising a custom pipeline. [Open an issue](https://github.com/qdrant/migration/issues)

## Running Against Local Instances

Use when: either the source or target database runs on the same machine as the migration container.

- Add `--net=host` to the `docker run` command; without it, the container cannot resolve `localhost` on the host machine. [Migrate to Qdrant](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/)
- Run the container on a machine with low latency to both databases. Direct source-target connectivity is not required since the tool streams through wherever it runs, but round trips from the migration host to each database still add up.

## Migration Was Interrupted

Use when: a migration stopped partway through and needs to continue, or needs to be re-run from zero.

- Re-run the exact same command. Progress is tracked in the `_migration_offsets` collection in Qdrant, so it resumes automatically rather than re-copying already-migrated points.
- Pass `--migration.restart` to discard saved progress and start over, e.g. after fixing a bad source-side filter or changing collection schema mid-migration.
- Custom offsets-collection name only matters if you're running multiple concurrent migrations into the same Qdrant instance; otherwise leave `--migration.offsets-collection` at its default to avoid tracking state you'll forget to look for later.

## Migration Is Too Slow

Use when: throughput is too low for the size of the source dataset.

- Raise `--migration.batch-size` from the default of 50 to 256 or 512 for large migrations; small batches under-use each upsert round trip.
- `--migration.num-workers` only exists for the `pg` and `qdrant` subcommands; other sources have no parallel-worker flag, so throughput there is bounded by batch size and network proximity alone.
- `--migration.batch-delay` defaults to 0; only raise it deliberately to throttle load on a source database that can't absorb full-speed reads, not as a default tuning knob.
- Run the container close to both databases rather than over a slow network path, since the tool has no way to compensate for source/target latency.

## After Migration

Use when: the migration command finished and data needs to be trusted before cutting over traffic.

- Run through the verification framework rather than spot-checking a few points: it covers pre-migration baselines, data integrity checks, and search-quality validation, not just point counts. [Migration Verification Guide](https://skills.qdrant.tech/md/documentation/migration-guidance/)
- If Postgres/pgvector stays live alongside Qdrant post-migration, set up an ongoing sync strategy (event-driven, batch, or dual-write) instead of treating the migration as a one-time cutover. [Keeping Postgres in Sync](https://skills.qdrant.tech/md/documentation/data-synchronization/)

## What NOT to Do

- Assume Weaviate, Redis, MongoDB, or Solr auto-create the target collection; these sources don't expose vector dimensions or distance metric to the tool, so the collection must be created manually first with settings that exactly match the source. [Migrate to Qdrant](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/)
- Point the `faiss` subcommand at a quantized FAISS index; only `IndexFlatL2`, `IndexFlatIP`, `IndexHNSWFlat`, and `IndexIVFFlat` are supported, since quantized indexes don't retain the original vectors. [FAISS](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-faiss/)
- Assume every Pinecone index can be migrated; only serverless indexes support the list operation the tool needs to enumerate vectors.[Pinecone](https://skills.qdrant.tech/md/documentation/migrate-to-qdrant/from-pinecone/)
- Run a `qdrant`-to-`qdrant` migration into an existing target collection without checking its vector size first; source and target dimensions must match exactly, only replication and shard settings are allowed to differ.
- Connect over TLS to a source or target signed by a private or self-signed CA without mounting it via `SSL_CERT_FILE`; the migration fails on certificate verification instead of degrading gracefully, and `--skip-tls-verification` should be a deliberate override, not a default fix. 
- Pass `--migration.restart` out of caution on a healthy resume; it discards saved progress and re-streams data that already migrated.
- Treat a completed migration run as verified without running data integrity and search quality checks.

Review the source

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Skill instructions are recorded. This is not a runtime test, safety guarantee or compatibility certification.

Review before install: Avoid automatic install

License: Apache-2.0

Dependency or permission surface needs review
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AI review approval is missing
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
Stars/forks activity: 236 stars, 28 forks; issue activity unavailable in current metadata
Dependency/runtime risk: command execution surface, credential or environment access
Permission surface: secrets or environment access, shell or command execution
Review status: AI review approval is missing

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Source & usage notes

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Repository metadata and review signals are advisory. Popularity, source discovery and successful execution are different facts.

Source repository: qdrant/skills
License: Apache-2.0
Version: Unknown
Last GitHub push: Sep 16, 2026
Registry updated: Sep 18, 2026
Instruction path: skills/qdrant-migration-tool/SKILL.md @ 7d12f624a62e

Version reported in registry metadata; check source releases before relying on it.

Quality

65/100

Promising

Trust

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    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first."
  },
  "quality": {
    "score": 65,
    "label": "Promising"
  },
  "supply": {
    "track": "Research and knowledge work",
    "scenario": "RAG and knowledge",
    "maintenance": "3d since push",
    "risk": "Needs review"
  },
  "alternative_skills": [
    {
      "slug": "yanliudesign-mono-color-skill",
      "name": "mono-color",
      "url": "https://www.openagentskill.com/skills/yanliudesign-mono-color-skill",
      "stars": 1919,
      "install_command": "npx skills add yanliudesign/mono-color-skill --skill mono-color",
      "trust_score": 85,
      "audit_score": 93
    }
  ],
  "do_not_use_when": [
    "teams that need a vendor-supported SLA",
    "high-compliance environments without internal security review",
    "No OpenAgentSkill engagement data yet",
    "High-risk permission hints: Shell or command execution, Secrets or environment access",
    "Dependency or permission surface needs review",
    "Permission surface may require sandboxing",
    "AI review approval is missing",
    "Quality score needs review"
  ],
  "agent_contract": {
    "task_input": "Use qdrant-migration-tool in an agent workflow",
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
    "install_policy": "block",
    "minimum_review_before_use": [
      "Trust: 69/100 Manual review",
      "Audit: 75/100 Needs review",
      "Safety: 35/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "qdrant-qdrant-migration-tool (qdrant-migration-tool)",
      "install_command": "npx skills add qdrant/skills --skill qdrant-migration-tool",
      "risk_summary": "Needs review; Blocked for auto-install; Review before production",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
    }
  },
  "outcome_feedback": {
    "endpoint": "https://www.openagentskill.com/api/agent/outcome",
    "method": "POST",
    "requires_resolve_event_id": true,
    "event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
    "expected_outcomes": [
      "success",
      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
    ],
    "payload_template": {
      "event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
      "skill_slug": "qdrant-qdrant-migration-tool",
      "task": "Use qdrant-migration-tool in an agent workflow",
      "agent": "codex",
      "outcome": "success",
      "install_used": true,
      "risk_blocked": false,
      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/qdrant-qdrant-migration-tool",
    "api": "https://www.openagentskill.com/api/agent/skills/qdrant-qdrant-migration-tool",
    "audit": "https://www.openagentskill.com/skills/qdrant-qdrant-migration-tool/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=qdrant-qdrant-migration-tool&task=Use%20qdrant-migration-tool%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20qdrant-migration-tool%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20qdrant-migration-tool%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/qdrant-qdrant-migration-tool/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/qdrant-qdrant-migration-tool"
  }
}

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Creator: qdrant
Source: qdrant/skills
Indexed by: OpenAgentSkill community index

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