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CandiSift

CandiSift is a free, open-source applicant tracking system for parsing resumes, matching candidates to job descriptions and ranking results with a bias-audit…

Place
#21 of 36
Score
6.0
CandiSift's website

What CandiSift is

CandiSift is a free, open-source applicant tracking system for parsing resumes, matching candidates to job descriptions and ranking results with a bias-audit workflow. Recruiters can create roles, upload multiple resumes in PDF, DOCX or plain-text format, then review ranked candidates and accept or reject them. The screening process strips personally identifiable information before model processing, applies deterministic hard filters, ranks candidates and routes those remaining to persona agents and human review. Ranking uses token-cosine scoring, with technical and risk persona agents and synthesis included in the workflow. Before confirming a staged batch, users can view estimated processing costs; hard filters run before the paid LLM stage. CandiSift connects to Anthropic Claude through Agno persona agents, or can use an offline stub LLM without an API key. It can run in Docker, stores state in SQLite by default and supports a Postgres database URL. The project describes an append-only audit log and an API endpoint for bias audits. It has no shipped accuracy benchmark; OCR, embeddings/FAISS and skillNER are documented as swaps rather than default capabilities.

Good

  • Accepts PDF, DOCX and plain-text resumes.
  • Removes personally identifiable information before model processing.
  • Shows estimated processing cost before batch confirmation.
  • Supports SQLite by default and a Postgres database URL.
  • Includes an API bias-audit endpoint.

Watch out

  • The project has no shipped accuracy benchmark.
  • OCR is not included as a default capability.
  • Embeddings/FAISS and skillNER are documented swaps.
  • LLM processing can incur per-token costs.

Who it suits

CandiSift suits recruiters who want to screen uploaded resumes, review ranked candidates and record accept-or-reject decisions. It can be self-hosted and offers an offline stub LLM when an API key is unavailable.

Verdict

CandiSift provides a self-hosted resume-screening workflow with privacy steps, ranked review and audit features. Its project notes that it has no shipped accuracy benchmark, and some capabilities are documented alternatives rather than defaults.

Plans and prices

From CandiSift's own pricing page, checked 4 Oct 2026.

All about pricing
PlanPriceWhat it gives you
Open-source self-hostedFreeNo software fee stated; LLM processing can incur per-token costs

The facts

Each one read from CandiSift's own pages, with the date it was checked.

What it does

Bias audit
The API includes a bias-audit endpoint covering pass-through and recommendation mix.checked 4 Oct 2026
Deployment and storage
The app can run in Docker, stores state in SQLite by default, and supports configuring a Postgres database URL.checked 4 Oct 2026
File formats
Resume ingestion supports PDF, DOCX, and plain-text files, including multi-file uploads.checked 4 Oct 2026
Intended users
The README describes a recruiter workflow for creating roles, screening uploaded resumes, reviewing ranked results, and accepting or rejecting candidates.checked 4 Oct 2026
LLM integration
CandiSift integrates with Anthropic Claude through Agno persona agents; without an API key, it can use an offline stub LLM.checked 4 Oct 2026
Notable limits
The project says it has no shipped accuracy benchmark and that OCR, embeddings/FAISS, and skillNER are documented swaps rather than included default capabilities.checked 4 Oct 2026
Privacy and audit
CandiSift says it strips PII before a model sees candidate data and keeps an append-only audit log of scores, rationales, decisions, and versions.checked 4 Oct 2026
Product
CandiSift is an open-source applicant tracking system for AI resume screening, CV parsing, job description and candidate matching, and bias-audited ranking.checked 4 Oct 2026
Ranking and review
The product provides token-cosine ranking, technical and risk persona agents, synthesis, and a recruiter interface with ranked results and accept or reject decisions.checked 4 Oct 2026
Screening flow
Its workflow parses resumes, strips personally identifiable information, applies hard filters, ranks candidates, and sends survivors to persona agents and human review.checked 4 Oct 2026
Security
The repository describes HTTP Basic authentication, security headers, rate limiting, request body limits, upload validation, and prompt-injection defenses.checked 4 Oct 2026

Money

Cost controls
Users can see an estimated processing cost before confirming a staged batch, and deterministic hard filters run before the paid LLM stage.checked 4 Oct 2026

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