txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

Memory & Knowledge Python Grade C Listed Apache-2.0
Compare → Suggest correction
Listing state
Listed
HVTrust
63.2/100 · Grade C
Evidence coverage
Grade A · 4/5 signals
Last push
2026-07-02 · 9d ago
Recent change
No recent signal change

Is txtai safe? txtai scores 63.2/100 (Grade C), ranked #135 of 328 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.7/10; 2% of recent commits are signed; last pushed 2026-07-02. Every point is earned from checkable signals — never paid placement. How scoring works →

Quick Trust Read

Verdict
Promising trust profile, but some evidence still deserves review.
63.2/100 · Grade C
Strongest Signal
Maintenance
16.7/20
Weakest Signal
Safety / Integrity
6.0/25
What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-06-24
Rank Moved
Rank dropped 11 spots (#146 → #157)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.7/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
Increase signed commits Raise the share of verified-signed commits to make maintainer identity and release history easier to trust.
78.6
Activity Score · out of 100
63.2
HVTrust Score · out of 100
#135
Global Rank · of 328
#17

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-07-11 04:00 UTC · Repo last pushed 9 days ago

Rank Trend

2026-07-05 2026-07-11

Activity & Reach

Stars
12.7k
Forks
843
Last Push
2026-07-02
9 days ago
Commits (4 wk)
20
Downloads (7d)
8,876
pypi
HN mentions (30d)
0
Open Issues
10
Rank Change
=
was #135

Analysis

HVTrust Dimensions

63.2 / 100 · 100.0% confidence
Safety / IntegrityOSSF, provenance, signatures
6.0 / 25
Identity / ProvenanceListing and build link
10.8 / 18
TransparencyLicense and public checks
12.5 / 17
MaintenanceFreshness and commits
16.7 / 20
AdoptionStars and downloads
15.1 / 20

Activity Inputs

78.6 / 100
StarsRepository reach
24.6 / 30
FreshnessLast push recency
23.8 / 25
ActivityRecent commits
16.5 / 25
CommunityFork signal
13.6 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
4.7 / 10
OpenSSF Scorecard · scanned Jul 10, 2026
Signed Commits
2%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 10
CII-Best-Practices 0
Code-Review 0
Contributors 3
Dangerous-Workflow 10
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 10
Packaging -1
Pinned-Dependencies 0
SAST 0
Security-Policy 10
Signed-Releases -1
Token-Permissions 0
Vulnerabilities 10

Is txtai safe?

txtai has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does txtai publish package provenance?
No published build provenance is currently detected for txtai. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does txtai have an OpenSSF Scorecard?
txtai has an OpenSSF Scorecard score of 4.7/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is txtai actively maintained?
Maintained. Last push was 9 days ago.
What license does txtai use?
txtai ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are txtai's commits signed?
2% of the last 100 commits to txtai are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

Ranked neighbours in Memory & Knowledge

AI agent surface

Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
low confidence
Declared
MCP support appears present, but direct server implementation is less certain.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
3 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
3 tags
Broad capability areas detected.
  • code
  • database
  • search
Detailed evidence is not shown in the public view.
Package Provenance Drift
high confidence
Match
Published package metadata matches the tracked repo
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live
How this surface has changed

Detected changes to txtai's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Amazon Bedrock, OpenAI, Postgres
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → declared

Maintain txtai?

HVTrust scores txtai from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

HVTrust 2Rank 2Listed 1Score 1MCP 1Surface 1
2026-06-24
Rank Moved
Rank dropped 11 spots (#146 → #157)
2026-06-05
Provider Added
Runtime surface grew — new detected provider dependencies: Amazon Bedrock, OpenAI, Postgres
2026-06-05
Mcp Status Changed
Detected MCP server support changed: none → declared
2026-06-01
Rank Moved
Rank dropped 13 spots (#83 → #96)
2026-05-29
HVTrust Changed
HVTrust up 9.7pts (49.0 → 58.7)
2026-05-28
Activity Score Changed
Activity score up 19pts (62 → 82)
2026-05-27
HVTrust Changed
HVTrust up 7.9pts (46.8 → 54.7)
2026-05-25
Newly Listed
First tracked at rank #90

Embed Badge Badge guide for maintainers →

HVTrust 63.2 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/txtai.svg)](https://hvtracker.net/agents/txtai)
HTML:
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Other agents in Memory & Knowledge

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI · Algolia HN Search API
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.2 · Raw JSON